一种新的基于大气现象的阴影检测与恢复算法

Çağlar Aytekin, Aydin Alatan
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引用次数: 2

摘要

由于阳光的遮挡(即阴影)导致航拍图像的退化,分割和目标识别等算法可能会受到很大的负面影响。本文提出了一种基于大气效应和太阳光特征的航拍影像阴影恢复算法。在这项工作中,首先利用瑞利散射现象和阴影具有低照明强度的事实来检测阴影区域。检测后,通过首先恢复部分遮挡的阴影区域来实现阴影恢复,并用s型函数对这些过渡区域进行建模。然后,通过首先将图像分割成均匀照明区域,然后将这些区域的强度乘以一个常数来恢复完全被遮挡的阴影区域,该常数由每个部分与其非阴影邻域之间的强度之比决定。实验结果与文献中其他方法比较,取得了较好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel shadow detection and restoration algorithm based on atmospheric phenomena
Due to the degradation of an aerial image due to occluding of sunlight, namely shadows, algorithms like segmentation and object recognition may be highly influenced negatively. This paper describes a novel shadow restoration algorithm based on atmospheric effects and characteristics of sun-light for aerial images. In this work, first shadow regions are detected exploiting the Rayleigh scattering phenomena and the fact that shadows have low illumination intensity. After detection shadow restoration is achieved by first restoring partially occluded shadow areas, with modeling these transition regions with a sigmoid function. Then, fully occluded shadow regions are restored by first segmenting the image to uniformly illuminated regions, then multiplying the intensity in these regions with a constant, which is determined by the ratio of intensities between each segment and its non-shadow neighborhood. The experimental results yield better results when compared with the other methods in the literature.
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